A modern stack for changing data.
Tools earn their place here by holding up under production pressure: sources that change hourly, volumes that grow quarterly, and downstream teams who need interfaces that stay still while internals evolve. Every component is boring in the best sense, and every seam between them is engineered on purpose.
Selected for the job, reviewed every quarter.
No stack is permanent. We re-examine each choice as volumes grow and requirements sharpen, so the architecture follows your market rather than our habits.
Four layers, engineered seams.
Marketplaces, retailer sites, feeds and documents, accessed respectfully and logged completely.
Adaptive capture plus schema-driven structuring, with quality scoring on every batch.
Relational and document stores holding versioned, replayable histories of observed reality.
APIs, feeds, dashboards and alerts, each with a contract that downstream teams can trust.